The One Direction singer's rep recently claimed that there was no truth in the reports, saying that the British singer has "never heard of her", reported Ace Showbiz.
According to a report by a magazine earlier this month, Styles, 21, has been romantically linked to the 22-year-old woman since March.
The two have been friends since August last year but their relationship started to get serious after the singer called it quits with his former girlfriend Nadine Leopold in February.